Function to smooth mortality rates using MortalityLaw package

This smoothing function allows smoothing of a variable in a vital object using the MortalityLaw package. The vital object is returned along with some additional columns containing information about the smoothed variable: .smooth containing the smoothed values, and .smooth_se containing the corresponding standard errors. If .data has deaths and population variables (see vital_vars()), the law is fitted to these; otherwise it is fitted to .var. The standard errors are approximate: they are the smoothed values multiplied by the residual standard deviation of the log rates and by \(\sqrt{p/n}\), where \(p\) is the number of parameters of the law and \(n\) is the number of ages with positive rates.

Usage

smooth_mortality_law(.data, .var, law = "gompertz", ...)

Arguments

.data

A vital object

.var

name of variable to smooth. This should contain mortality rates.

law

name of mortality law. See availableLaws for the available options. Argument ignored if a custom law supplied.

...

Additional arguments are passed to MortalityLaw.

Value

vital with added columns containing smoothed values and their standard errors

Author

Sixian Tang and Rob J Hyndman

Examples

norway_mortality |> smooth_mortality_law(Mortality)
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 9 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 8 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 7 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 6 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 3 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 1 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 5 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 4 age(s) with zero exposure are left out of the fit.
#> MortalityLaw: 2 age(s) with zero exposure are left out of the fit.
#> # A vital: 41,292 x 9 [1Y]
#> # Key:     Age x Sex [111 x 3]
#>     Year   Age OpenInterval Sex   Population Deaths Mortality .smooth .smooth_se
#>    <int> <int> <lgl>        <chr>      <dbl>  <dbl>     <dbl>   <dbl>      <dbl>
#>  1  1900     0 FALSE        Fema…      30070 2376.    0.0778  0.00221   0.000252
#>  2  1900     1 FALSE        Fema…      28960  842     0.0290  0.00232   0.000264
#>  3  1900     2 FALSE        Fema…      28043  348     0.0123  0.00243   0.000277
#>  4  1900     3 FALSE        Fema…      27019  216.    0.00786 0.00255   0.000290
#>  5  1900     4 FALSE        Fema…      26854  168.    0.00624 0.00267   0.000304
#>  6  1900     5 FALSE        Fema…      25569  140.    0.00538 0.00280   0.000319
#>  7  1900     6 FALSE        Fema…      25534  108.    0.00422 0.00293   0.000334
#>  8  1900     7 FALSE        Fema…      24314   93.5   0.00376 0.00307   0.000351
#>  9  1900     8 FALSE        Fema…      24979   93.5   0.00380 0.00322   0.000367
#> 10  1900     9 FALSE        Fema…      24428   90     0.00365 0.00338   0.000385
#> # ℹ 41,282 more rows